precision nutrition

精准营养
  • 文章类型: Journal Article
    精准营养的概念突出了针对特定需求的营养定制,强调一刀切的方法不足以实现最佳营养或最佳健康。精准营养包含一系列因素,从广泛的年龄和性别类别到个人特征,如生活方式到个人的独特基因型。如此广泛的范围要求我们考虑如何以包容性和适当的方式为现实生活中的个人和群体实施精准营养。在这篇叙述性评论中,我们通过生命阶段方法探索精准营养的潜力,该方法强调年龄和性别特定的营养需求,因为这些需求在整个生命周期中都会发生变化.关注成人生活阶段,我们根据国家层面的调查数据(KNHANES2019-2021)描述了韩国成年人年龄相关状况和健康需求的趋势.我们还回顾了与这些健康需求相关的营养素的摄入量,以更好地了解生命阶段指导的营养和补充方法如何支持最佳健康。超越预防缺陷或疾病,我们讨论如何定制必需维生素的补充,矿物,某些生物活性物质可以促进健康运作。最后,我们讨论了开发多种维生素/多矿物质补充剂(MVMS)的复杂性和挑战,以支持生命阶段适当的营养,同时最大限度地提高依从性.未来的前景包括利用智能技术和饮食评估的进步来跟踪营养摄入和健康指标,并利用这些来优化MVMS配方,以对不同生命阶段的人的需求和优先事项/偏好敏感的方式。通过采用生命阶段指导的营养方法,我们可以在整个生命周期中更好地支持健康和福祉。
    The concept of precision nutrition highlights the customization of nutrition to specific needs, emphasizing that a one-size-fits-all approach is not sufficient for either optimal nutrition or optimal health. Precision nutrition encompasses a range of factors, from broad strata of age and sex categories to personal characteristics such as lifestyle to an individual\'s unique genotype. This breadth of scope requires us to consider how precision nutrition can be implemented in an inclusive and appropriate way for individuals and groups within real-life populations. In this narrative review, we explore the potential of precision nutrition through a life-stage approach that emphasizes age- and gender-specific nutritional needs as these change across the lifespan. Focusing on adult life stages, we delineated trends in age-related conditions and health needs among Korean adults based on national-level survey data (KNHANES 2019-2021). We also reviewed the intake of nutrients associated with these health needs to better understand how life-stage guided approaches to nutrition and supplementation could support optimal health. Looking beyond preventing deficiency or disease, we discuss how tailored supplementation of essential vitamins, minerals, and certain bioactive substances could promote healthy functioning. Finally, we discuss the complexities and challenges of developing multivitamin/multimineral supplements (MVMS) to support life-stage appropriate nutrition while maximizing adherence. Future prospects include leveraging advancements in intelligent technologies and dietary assessments for tracking nutrient intake and health indicators and using these to optimize MVMS formulations in ways that are sensitive to a person\'s needs and priorities/preferences at different life stages. By adopting a life-stage guided approach to nutrition, we can better support health and well-being across the lifespan.
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  • 文章类型: Journal Article
    背景:肥胖是一个全球健康问题,与心血管疾病(包括缺血性心脏病)等疾病的风险增加有关。死亡的主要原因.生酮饮食(KD)在控制肥胖和相关疾病方面具有潜在的治疗应用。然而,KD对不同生理条件的复杂影响仍未完全理解。PI3K-Akt信号通路对心脏健康至关重要,它的失调牵涉到许多心脏疾病。
    方法:我们开发了高脂饮食(HFD)和KD条件下PI3K-Akt信号通路的综合数学模型,以阐明其不同影响并量化细胞凋亡。进行了模拟和灵敏度分析。
    结果:模拟表明,与HFD相比,KD可以减少Erk和Trp53等关键分子的激活,从而减轻细胞凋亡。研究结果与实验数据一致,强调KD的潜在心脏益处。敏感性分析鉴定了在HFD下严重影响细胞凋亡的调节因子如Trp53和Bcl2l1。
    结论:数学建模提供了关于HFD和KD对心脏PI3K-Akt信号传导和细胞凋亡的对比作用的定量见解。研究结果对精准营养和开发新的治疗策略以解决肥胖相关的心血管疾病具有重要意义。
    BACKGROUND: Obesity is a global health concern associated with increased risk of diseases like cardiovascular conditions including ischemic heart disease, a leading cause of mortality. The ketogenic diet (KD) has potential therapeutic applications in managing obesity and related disorders. However, the intricate effects of KD on diverse physiological conditions remain incompletely understood. The PI3K-Akt signaling pathway is critical for heart health, and its dysregulation implicates numerous cardiac diseases.
    METHODS: We developed comprehensive mathematical models of the PI3K-Akt signaling pathway under high-fat diet (HFD) and KD conditions to elucidate their differential impacts and quantify apoptosis. Simulations and sensitivity analysis were performed.
    RESULTS: Simulations demonstrate that KD can reduce the activation of key molecules like Erk and Trp53 to mitigate apoptosis compared to HFD. Findings align with experimental data, highlighting the potential cardiac benefits of KD. Sensitivity analysis identifies regulators like Trp53 and Bcl2l1 that critically influence apoptosis under HFD.
    CONCLUSIONS: Mathematical modeling provides quantitative insights into the contrasting effects of HFD and KD on cardiac PI3K-Akt signaling and apoptosis. Findings have implications for precision nutrition and developing novel therapeutic strategies to address obesity-related cardiovascular diseases.
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  • 文章类型: Journal Article
    目的:调查加拿大营养护理提供者选择的原因,或者不是,将营养基因组学整合到实践中,并评估加拿大营养提供者的营养基因组学培训/教育经验和需求,同时将营养师与非营养师进行比较。方法:一项横断面在线调查于2021年6月至2022年4月在加拿大进行。结果:总的来说,457名医疗保健提供者(HCP)[n=371名营养师(81.2%)]符合纳入标准。大多数(n=372;82.1%)报告没有向客户提供营养基因组学的经验(n=4没有回应)。在有经验的81名受访者中(17.9%),将营养遗传测试纳入实践的最常见原因是客户会更有动力改变他们的饮食习惯(70.4%),而不整合此类测试的最常见原因是认为营养遗传测试过程过于复杂(n=313;84.1%)。营养师比非营养师更有可能将现有的科学证据视为重要的教育主题(p=0.002)。所有HCP选择的最有用的教育资源是临床实践指南(n=364;85.4%)。结论:营养师和非营养师都表达了对更多营养基因组学培训/教育的愿望;特定的教育需求因HCP类型而异。营养遗传检测的低实施可能部分归因于其他已确定的障碍。
    Purpose: To investigate why Canadian nutrition care providers choose, or not, to integrate nutritional genomics into practice, and to evaluate the nutritional genomics training/education experiences and needs of nutrition providers in Canada, while comparing those of dietitians to non-dietitians.Methods: A cross-sectional online survey was distributed across Canada from June 2021 to April 2022.Results: In total, 457 healthcare providers (HCPs) [n = 371 dietitians (81.2%)] met the inclusion criteria. The majority (n = 372; 82.1%) reported having no experience offering nutritional genomics to clients (n = 4 did not respond). Of the 81 respondents with experience (17.9%), the most common reason to integrate nutrigenetic testing into practice was the perception that clients would be more motivated to change their eating habits (70.4%), while the most common reason for not integrating such tests was the perception that the nutrigenetic testing process is too complicated (n = 313; 84.1%). Dietitians were more likely than non-dietitians to view existing scientific evidence as an important educational topic (p = 0.002). The most selected useful educational resource by all HCPs was clinical practice guidelines (n = 364; 85.4%).Conclusions: Both dietitians and non-dietitians express a desire for greater nutritional genomics training/education; specific educational needs differ by type of HCP. Low implementation of nutrigenetic testing may be partly attributed to other identified barriers.
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  • 文章类型: Journal Article
    目的:我们调查了循环同型半胱氨酸(Hcy),心血管疾病(CVD)的危险因素,检查其饮食协会,以提供个性化的营养建议。这项研究解决了当前饮食干预措施的不足,最终解决了黑人人群中CVD发病率过高的问题。
    结果:对PURE-SA研究的1,867名黑人个体进行了横断面分析,从而可以确定饮食摄入量和心血管指标在三个子类别上的相互作用:(1)正常血压(BP),高血压或Hcy相关高血压(H型),(2)低,正常或高Hcy浓度,(3)Hcy相关遗传组合。有利的身体成分,但是不利的饮食摄入和心血管决定因素,在较高的Hcy类别中观察到。H型,与普通高血压相比,酒精含量较高,常量营养素和微量营养素消耗较低。在单不饱和脂肪酸(FA)消耗和H型高血压以及多不饱和脂肪酸和CBS883/ins68TT携带者之间,与颈动脉径向脉搏波速度呈负相关。在变体CBST883C/ins68和CBS9276GG载体中,能量摄入与血管细胞粘附分子-1(VCAM-1)呈正相关。VCAM-1也与CBS9276GG和MTR2756AA携带者的植物蛋白摄入量呈正相关,与总蛋白摄入量和CBS9276GG携带者呈负相关。在MTR2756次要等位基因携带者中,酒精摄入量与细胞间粘附分子1呈正相关。
    结论:因为Hcy基因与饮食的相互作用是明显的,个性化营养,通过根据遗传概况调整饮食(例如,CBS和MTR变化)和饮食相互作用(例如,FAs和蛋白质),可以通过在遗传易感个体中管理Hcy和相关高血压来增强心血管结局。
    OBJECTIVE: We investigated circulating homocysteine (Hcy), a cardiovascular disease (CVD) risk factor, examining its dietary associations to provide personalized nutrition advice. This study addressed the inadequacy of current dietary interventions to ultimately address the disproportionately high incidence of CVD in Black populations.
    RESULTS: Cross-sectional analyses of 1,867 Black individuals of the PURE-SA study allowed the identification of dietary intake and cardiovascular measure interactions on three sub-categories: (1) normal blood pressure (BP), hypertension or Hcy-related hypertension (H-type), (2) low, normal or high Hcy concentrations, and (3) Hcy-related genetic combinations. Favorable body composition, but adverse dietary intake and cardiovascular determinants, were observed in higher Hcy categories. H-types, compared to regular hypertensives, had higher alcohol and lower macronutrient and micronutrient consumption. Inverse associations with carotid-radial pulse wave velocity were evident between monounsaturated fatty acid (FA) consumption and H-type hypertension as well as polyunsaturated FA and CBS883/ins68 TT carriers. Energy intake was positively associated with vascular cell adhesion molecule-1 (VCAM-1) in variant CBST883C/ins68 and CBS9276 GG carriers. VCAM-1 was also positively associated with plant protein intake in CBS9276 GG and MTR2756 AA carriers and negatively with total protein intake and CBS9276 GG carriers. Alcohol intake was positively associated with intercellular adhesion molecule-1 in MTR2756 minor allele carriers.
    CONCLUSIONS: Because Hcy gene-diet interactions are evident, personalized nutrition, by adjusting diets based on genetic profiles (e.g., CBS and MTR variations) and dietary interactions (e.g., FAs and proteins), can enhance cardiovascular outcomes by managing Hcy and related hypertension in genetically susceptible individuals.
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  • 文章类型: Journal Article
    人类是进化过程的结果,正因为如此,许多生物过程是相互联系的。肠-脑轴由错综复杂的神经元-神经内分泌回路组成,调节饥饿和饱腹感。遗传变异和非自然饮食的消费(超加工食品,高糖含量,等。)可以覆盖此电路,并导致对某些食物的成瘾和/或在某些情况下无法感到饱腹感。为了解决这个问题而来咨询(主要是心理学或营养学)的患者有时会失败,这导致他们寻找基于生物易感性的新策略。这项调查旨在评估过去12年在人类中进行的有关微生物群的遗传研究,以试图确定最近研究的哪些基因和微生物与被诊断为暴饮暴食症或强迫性进食(呈现肥胖与否)的患者有关。协议遵循PRISMA声明,从2012年至今,搜索了以下数据库:PubMed,PsycINFO,Scopus,和WebofScience。分析了24篇国际文章,包括横断面或探索性研究;其中五项涉及微生物组成,在十九岁,可以观察到暴饮暴食症或强迫性进食中存在的遗传多态性:DRD2,OPRM1,COMT,MC4R,BNDF,FTO,SLC6A3,GHRL,CARTPT,MCHR2和LRP11。尽管在这个问题上还有很多需要调查的地方,必须强调的是,在过去的四年里,在潜在标志物和与该物质相关的研究中观察到了两倍的增加,还强调了对心理社会因素及其与遗传和微生物因素相互作用的不同分析的重要性,为此,必须继续对此事进行研究。
    Humans are the result of an evolutionary process, and because of this, many biological processes are interconnected with each other. The intestine-brain axis consists of an intricately connected neuronal-neuroendocrine circuit that regulates the sensation of hunger and satiety. Genetic variations and the consumption of unnatural diets (ultra-processed foods, high contents of sugars, etc.) can override this circuit and cause addiction to certain foods and/or the inability to feel satiety in certain situations. The patients who come to consultations (mainly psychology or nutrition) in an attempt to resolve this problem sometimes fail, which leads to them looking for new strategies based on biological predisposition. This investigation aims to evaluate the genetic studies regarding the microbiota carried out in the last 12 years in humans to try to determine which genes and microbes that have been recently studied are related to patients diagnosed with binge eating disorder or compulsive eating (presenting obesity or not). The protocol followed the PRISMA statement, and the following databases were searched from 2012 until the present day: PubMed, PsycINFO, SCOPUS, and Web of Science. Twenty-four international articles were analyzed, including cross-sectional or exploratory studies; five of them referred to the microbial composition, and in nineteen, the existence of genetic polymorphisms present in binge eating disorder or in compulsive eating could be observed: DRD2, OPRM1, COMT, MC4R, BNDF, FTO, SLC6A3, GHRL, CARTPT, MCHR2, and LRP11. Even though there is still much to investigate on the subject, it must be highlighted that, in the last 4 years, a two-fold increase has been observed in potential markers and in studies related to the matter, also highlighting the importance of different analyses in relation to psychosocial factors and their interaction with the genetic and microbial factors, for which research on the matter must be continued.
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  • 文章类型: Clinical Trial Protocol
    背景:糖尿病远程医疗地中海饮食(DiaTeleMed)研究是一项完全远程随机临床试验,旨在评估2型糖尿病(T2D)患者的个性化饮食管理。该研究旨在测试个性化行为方法对中度控制的T2D饮食管理的有效性,与使用一刀切的饮食建议的标准化行为干预相比,与常规护理控制(UCC)相比。主要结果将比较每种干预对血糖波动平均幅度(MAGE)的影响。
    方法:符合条件的参与者年龄在21至80岁之间,诊断为中度控制的T2D(HbA1c:6.0%至8.0%),并根据单独的生活方式或生活方式加二甲双胍进行管理。参与者必须愿意并且能够参加虚拟咨询会议,并将膳食记录到饮食跟踪智能手机应用程序(DayTwo)中,并佩戴连续血糖监测仪(CGM)长达12天。参与者被随机分配(每个手臂n=255,n=85)到三个手臂之一:(1)个性化,(2)标准化,或(3)UCC。测量发生在0(基线),3和6个月。所有参与者都接受等热量能量和大量营养素目标,以满足地中海饮食指南。除了14名6个月以上的干预接触者(每周4次,每10次)外,还包括糖尿病自我管理教育.前4个UCC干预联系人通过同步视频会议传递,然后是教育视频链接。标准化的参与者获得与UCC部门相同的教育内容,遵循相同的时间表。然而,所有干预联系都是通过同步视频会议进行的,与基于社会认知理论(SCT)的行为咨询相结合,再加上使用移动应用程序,提供对卡路里和大量营养素的实时反馈计划膳食的饮食自我监控。个性化手臂的参与者接受标准化干预的所有要素,除了对登录到移动应用程序的膳食和零食的预测餐后血糖反应(PPGR)的实时反馈。
    结论:DiaTeleMed研究旨在通过确定行为咨询和个性化营养建议对T2D患者血糖控制的贡献来解决当前精准营养领域的一个重要差距。该研究的完全远程方法允许在人群水平上的可扩展性和个性化饮食建议的创新交付。
    背景:ClinicalTrials.govNCT05046886。2021年9月16日注册。
    BACKGROUND: The Diabetes Telemedicine Mediterranean Diet (DiaTeleMed) Study is a fully remote randomized clinical trial evaluating personalized dietary management in individuals with type 2 diabetes (T2D). The study aims to test the efficacy of a personalized behavioral approach for dietary management of moderately controlled T2D, versus a standardized behavioral intervention that uses one-size-fits-all dietary recommendations, versus a usual care control (UCC). The primary outcome will compare the impact of each intervention on the mean amplitude of glycemic excursions (MAGE).
    METHODS: Eligible participants are between 21 and 80 years of age diagnosed with moderately controlled T2D (HbA1c: 6.0 to 8.0%) and managed on lifestyle alone or lifestyle plus metformin. Participants must be willing and able to attend virtual counseling sessions and log meals into a dietary tracking smartphone application (DayTwo), and wear a continuous glucose monitor (CGM) for up to 12 days. Participants are randomized with equal allocation (n = 255, n = 85 per arm) to one of three arms: (1) Personalized, (2) Standardized, or (3) UCC. Measurements occur at 0 (baseline), 3, and 6 months. All participants receive isocaloric energy and macronutrient targets to meet Mediterranean diet guidelines, in addition to 14 intervention contacts over 6 months (4 weekly then 10 biweekly) to cover diabetes self-management education. The first 4 UCC intervention contacts are delivered via synchronous videoconferences followed by educational video links. Participants in Standardized receive the same educational content as those in the UCC arm, following the same schedule. However, all intervention contacts are conducted via synchronous videoconferences, paired with Social Cognitive Theory (SCT)-based behavioral counseling, plus dietary self-monitoring of planned meals using a mobile app that provides real-time feedback on calories and macronutrients. Participants in the Personalized arm receive all elements of the Standardized intervention, in addition to real-time feedback on predicted post-prandial glycemic response (PPGR) to meals and snacks logged into the mobile app.
    CONCLUSIONS: The DiaTeleMed Study aims to address an important gap in the current landscape of precision nutrition by determining the contributions of behavioral counseling and personalized nutrition recommendations on glycemic control in individuals with T2D. The fully remote methodology of the study allows for scalability and innovative delivery of personalized dietary recommendations at a population level.
    BACKGROUND: ClinicalTrials.gov NCT05046886. Registered on September 16, 2021.
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  • 文章类型: Journal Article
    富含omega-3、-6和-9脂肪酸的膳食油脂对心血管功能等健康参数具有重要影响,身体发炎,和神经发育。出现了对低成本的需求,评估膳食油脂消耗及其健康影响的可利用方法。现有的方法通常需要专门的,复杂的设备和大量的样品制备步骤,使它们不适合家庭使用。解决这个差距,在这里,我们研究无源无线,生物相容性生物传感器,可用于直接从准备的或在油中烹饪的食物中监测膳食油。此设计使用宽耦合的开口环谐振器,并与多孔丝素蛋白生物聚合物(仅需要食品安全材料,如铝箔和生物聚合物)。这些多孔生物聚合物膜以与其粘度/脂肪酸组成成比例的速率吸收油,并且其响应可以在没有任何微电子元件接触食物的情况下无线测量。探索了此类传感器的工程和机理,以及它们直接从食物中测量油的存在和脂肪酸含量的能力。它的简单性,便携性,廉价是精确营养新兴需求的理想选择──这种传感器可以使个人能够根据直接来自食物的测量结果做出明智的饮食决定。
    Dietary oils─rich in omega-3, -6, and -9 fatty acids─exhibit critical impacts on health parameters such as cardiovascular function, bodily inflammation, and neurological development. There has emerged a need for low-cost, accessible method to assess dietary oil consumption and its health implications. Existing methods typically require specialized, complex equipment and extensive sample preparation steps, rendering them unsuitable for home use. Addressing this gap, herein, we study passive wireless, biocompatible biosensors that can be used to monitor dietary oils directly from foods either prepared or cooked in oil. This design uses broad-coupled split ring resonators interceded with porous silk fibroin biopolymer (requiring only food-safe materials, such as aluminum foil and biopolymer). These porous biopolymer films absorb oils at rates proportional to their viscosity/fatty acid composition and whose response can be measured wirelessly without any microelectronic components touching food. The engineering and mechanism of such sensors are explored, alongside their ability to measure the oil presence and fatty acid content directly from foods. Its simplicity, portability, and inexpensiveness are ideal for emerging needs in precision nutrition─such sensors may empower individuals to make informed dietary decisions based on direct-from-food measurements.
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  • 文章类型: Journal Article
    近年来,人们对识别食物消费的生物学特征以用作生物标志物的兴趣日益增加。传统的基于代谢组学的生物标志物发现方法依赖于无法区分宿主和食物衍生化合物的多变量统计。因此,需要新的生物标志物发现方法来推进该领域。为了这个目标,我们开发了一种新方法,该方法结合了全球非目标稳定同位素追踪代谢组学和机器学习方法来识别十字花科蔬菜消费的生物学特征。参与者吃了一份西兰花(n=16),苜蓿芽(n=16)或羽衣甘蓝(n=26),其中含有对照未标记的代谢物,或者在氘标记的水中生长到固有标记的代谢物。质谱分析表明,西兰花芽中的133种代谢物和苜蓿芽中的139种代谢物用氘同位素标记。在ABSCIEXTripleTOF5,600质谱仪上使用非靶向代谢组学收集并分析尿液和血浆。使用公开可用的软件和新颖的基于随机森林机器学习的分类器来完成全局非目标稳定同位素跟踪。在食用标记为西兰花芽或羽衣甘蓝的参与者中,在代表8种尿液代谢物的尿液中检测到13种氘掺入的代谢组学特征。在羽衣甘蓝绿色消费者中分析了血浆,并检测到11种标记特征,代表5种血浆代谢物。这些氘标记的代谢物代表了十字花科蔬菜消费的潜在生物学特征。异亮氨酸,吲哚-3-乙酸-N-O-葡糖苷酸,二氢芥子酸被注释为标记的化合物,但其他标记的代谢物不能被注释。这项工作提出了一种新的框架,用于识别食品消费的生物特征以发现生物标志物。此外,这项工作提出了代谢组学和机器学习在生命科学中的新应用。
    In recent years there has been increased interest in identifying biological signatures of food consumption for use as biomarkers. Traditional metabolomics-based biomarker discovery approaches rely on multivariate statistics which cannot differentiate between host- and food-derived compounds, thus novel approaches to biomarker discovery are required to advance the field. To this aim, we have developed a new method that combines global untargeted stable isotope traced metabolomics and a machine learning approach to identify biological signatures of cruciferous vegetable consumption. Participants consumed a single serving of broccoli (n = 16), alfalfa sprouts (n = 16) or collard greens (n = 26) which contained either control unlabeled metabolites, or that were grown in the presence of deuterium-labeled water to intrinsically label metabolites. Mass spectrometry analysis indicated 133 metabolites in broccoli sprouts and 139 metabolites in the alfalfa sprouts were labeled with deuterium isotopes. Urine and plasma were collected and analyzed using untargeted metabolomics on an AB SCIEX TripleTOF 5,600 mass spectrometer. Global untargeted stable isotope tracing was completed using openly available software and a novel random forest machine learning based classifier. Among participants who consumed labeled broccoli sprouts or collard greens, 13 deuterium-incorporated metabolomic features were detected in urine representing 8 urine metabolites. Plasma was analyzed among collard green consumers and 11 labeled features were detected representing 5 plasma metabolites. These deuterium-labeled metabolites represent potential biological signatures of cruciferous vegetables consumption. Isoleucine, indole-3-acetic acid-N-O-glucuronide, dihydrosinapic acid were annotated as labeled compounds but other labeled metabolites could not be annotated. This work presents a novel framework for identifying biological signatures of food consumption for biomarker discovery. Additionally, this work presents novel applications of metabolomics and machine learning in the life sciences.
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  • 文章类型: Journal Article
    糖尿病远程医疗地中海饮食(DiaTeleMed)研究是一项完全远程随机临床试验,旨在评估2型糖尿病(T2D)患者的个性化饮食管理。该研究旨在测试个性化行为方法对中度控制的T2D饮食管理的有效性,与使用一刀切的饮食建议的标准化行为干预相比,与常规护理控制(UCC)相比。主要结果将比较每种干预对血糖波动平均幅度(MAGE)的影响。方法符合条件的参与者年龄在21至80岁之间,诊断为中度控制的T2D(HbA1c:6.0-8.0%),并管理单独的生活方式或生活方式加二甲双胍。参与者必须愿意并且能够参加虚拟咨询会议,并将膳食记录到饮食跟踪智能手机应用程序(DayTwo)中,并佩戴连续血糖监测仪(CGM)长达12天。参与者被随机分配(每个手臂n=255,n=85)到三个手臂之一:1)个性化,2)标准化,或3)UCC。测量发生在0(基线),3和6个月。所有参与者均接受等热量能量和常量营养素目标,以满足地中海饮食指南,并在6个月内(每周4次,然后每两周10次)进行14次干预接触,以覆盖糖尿病自我管理教育。前4个UCC干预联系人通过同步视频会议传递,然后是教育视频链接。标准化的参与者在相同的时间表上获得与UCC相同的教育内容。然而,所有干预联系都是通过同步视频会议进行的,与基于社会认知理论(SCT)的行为咨询相结合,再加上使用移动应用程序,提供对卡路里和大量营养素的实时反馈计划膳食的饮食自我监控。个性化手臂的参与者接受标准化干预的所有要素,再加上实时反馈预测餐后血糖反应(PPGR)的膳食和零食登录到移动应用程序。讨论DiaTeleMed研究将通过确定行为咨询和个性化营养建议对T2D患者血糖控制的贡献来解决当前精准营养领域的重要差距。该研究的完全远程方法允许在人群水平上的可扩展性和个性化饮食建议的创新交付。试验注册:DiaTeleMed研究已在ClinicalTrials.gov注册(标识符:NCT05046886)。
    UNASSIGNED: The Diabetes Telemedicine Mediterranean Diet (DiaTeleMed) Study is a fully remote randomized clinical trial evaluating personalized dietary management in individuals with type 2 diabetes (T2D). The study aims to test the efficacy of a personalized behavioral approach for dietary management of moderately-controlled T2D, versus a standardized behavioral intervention that uses one-size-fits-all dietary recommendations, versus a usual care control (UCC). The primary outcome will compare the impact of each intervention on the mean amplitude of glycemic excursions (MAGE).
    UNASSIGNED: Eligible participants are between 21 to 80 years of age diagnosed with moderately-controlled T2D (HbA1c: 6.0-8.0%), and managed on lifestyle alone or lifestyle plus metformin. Participants must be willing and able to attend virtual counseling sessions and log meals into a dietary tracking smartphone application (DayTwo), and wear a continuous glucose monitor (CGM) for up to 12 days. Participants are randomized with equal allocation (n = 255, n = 85 per arm) to one of three arms: 1) Personalized, 2) Standardized, or 3) UCC. Measurements occur at 0 (baseline), 3, and 6 months. All participants receive isocaloric energy and macronutrients targets to meet Mediterranean diet guidelines plus 14 intervention contacts over 6 months (4 weekly then 10 biweekly) to cover diabetes self-management education. The first 4 UCC intervention contacts are delivered via synchronous videoconferences followed by educational video links. Participants in Standardized receive the same education content as UCC on the same schedule. However, all intervention contacts are conducted via synchronous videoconferences, paired with Social Cognitive Theory (SCT)-based behavioral counseling, plus dietary self-monitoring of planned meals using a mobile app that provides real-time feedback on calories and macronutrients. Participants in the Personalized arm receive all elements of the Standardized intervention, plus real-time feedback on predicted post-prandial glycemic response (PPGR) to meals and snacks logged into the mobile app.
    UNASSIGNED: The DiaTeleMed study will address an important gap in the current landscape of precision nutrition by determining the contributions of behavioral counseling and personalized nutrition recommendations on glycemic control in individuals with T2D. The fully remote methodology of the study allows for scalability and innovative delivery of personalized dietary recommendations at a population level.
    UNASSIGNED: The DiaTeleMed Study is registered with ClinicalTrials.gov (Identifier: NCT05046886).
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  • 文章类型: Journal Article
    满足医疗保健和食品行业对快速精确营养分析的迫切需求,这项研究开创了视觉语言模型(VLM)与化学分析技术的集成。一款尖端的VLM亮相,利用扩展的UMDFood-90k数据库,显着提高养分估算过程的速度和准确性。显示用于脂质定量的0.921的宏AUCROC,与传统的化学分析相比,该模型对82%以上的分析食品显示出小于10%的方差。这种创新的方法不仅在学生中进行测试时将营养筛查速度提高了36.9%,而且在营养数据编制的精度方面树立了新的基准。这项研究标志着食品科学的重大飞跃,采用先进的计算模型和化学验证的混合,以提供快速,用于营养分析的高通量解决方案。
    Addressing the critical need for swift and precise nutritional profiling in healthcare and in food industry, this study pioneers the integration of vision-language models (VLMs) with chemical analysis techniques. A cutting-edge VLM is unveiled, utilizing the expansive UMDFood-90k database, to significantly improve the speed and accuracy of nutrient estimation processes. Demonstrating a macro-AUCROC of 0.921 for lipid quantification, the model exhibits less than 10% variance compared to traditional chemical analyses for over 82% of the analyzed food items. This innovative approach not only accelerates nutritional screening by 36.9% when tested amongst students but also sets a new benchmark in the precision of nutritional data compilation. This research marks a substantial leap forward in food science, employing a blend of advanced computational models and chemical validation to offer a rapid, high-throughput solution for nutritional analysis.
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